What is LoRA? Low-Rank Adaptation for finetuning LLMs EXPLAINED

How does LoRA work? Low-Rank Adaptation for Parameter-Efficient LLM Finetuning explained. Works for any other neural network as well, not just for LLMs.

📜 „Lora: Low-rank adaptation of large language models“ Hu, E.J., Shen, Y., Wallis, P., Allen-Zhu, Z., Li, Y., Wang, S., Wang, L. and Chen, W., 2021. https://arxiv.org/abs/2106.09685
📚 https://sebastianraschka.com/blog/2023/llm-finetuning-lora.html
📽️ LoRA implementation: https://youtu.be/iYr1xZn26R8

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Outline:
00:00 LoRA explained
00:59 Why finetuning LLMs is costly
01:44 How LoRA works
03:45 Low-rank adaptation
06:14 LoRA vs other approaches

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Видео What is LoRA? Low-Rank Adaptation for finetuning LLMs EXPLAINED канала AI Coffee Break with Letitia